Macro- and micro-spacetime feature-preference gated recurrent unit for remaining useful life prediction of electric motor in multiple working conditions

Author:

Sun Jiechen,Zhou Funa,Hu Xiong,Wang Chaoge,Wang Tianzhen

Funder

Shanghai Maritime University Graduate Student Training Program for Top Innovative Talents

National Natural Science Foundation of China

National Natural Science Foundation Youth Science Foundation Project

Publisher

Springer Science and Business Media LLC

Reference50 articles.

1. Zhang, K., Niu, M., Zhu, X.: Nonlinear pansharpening for electric vehicle detection in remote sensing. Signal Image Video Process. 16, 2073–2081 (2022)

2. Ben Ali, J., Azizi, C., Saidi, L., et al.: Reliable state of health condition monitoring of Li-ion batteries based on incremental support vector regression with parameters optimization. Proc. Ins. Mech. Eng Part I: J. Syst. Control Eng. 237(4), 717–727 (2023)

3. Kohtz, S., Zhao, J., Renteria, A., et al.: Optimal sensor placement for permanent magnet synchronous motor condition monitoring using a digital twin-assisted fault diagnosis approach. Reliab. Eng. Syst. Saf. 242, 109714 (2024)

4. Kumar, N., Kumar, R., Sarkar, B.K., et al.: Condition monitoring of hydraulic transmission system with variable displacement axial piston pump and fixed displacement motor. Mater. Today: Proc. 46, 9758–9765 (2021)

5. Hao, W., Wang, Y., Wang, Y., et al.: KPI-related monitoring approach for powertrain system in hybrid electric vehicles. Energy Rep. 11, 3245–3255 (2024)

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